Functional analysis of metagenomes and metatranscriptomes using SEED and KEGG

被引:117
作者
Mitra, Suparna [1 ]
Rupek, Paul [1 ]
Richter, Daniel C. [1 ,2 ]
Urich, Tim [3 ,4 ]
Gilbert, Jack A. [5 ,6 ]
Meyer, Folker [6 ]
Wilke, Andreas [6 ]
Huson, Daniel H. [1 ]
机构
[1] Univ Tubingen, Ctr Bioinformat ZBIT, D-72076 Tubingen, Germany
[2] Eurofins Medigenomix GmbH, D-85560 Ebersberg, Germany
[3] Univ Vienna, Dept Genet Ecol, Vienna Ecol Ctr, A-1090 Vienna, Austria
[4] Univ Bergen, Ctr Geobiol, N-5007 Bergen, Norway
[5] Univ Chicago, Dept Ecol & Evolut, Chicago, IL 60637 USA
[6] Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
关键词
Microbial Community; Pathway Analysis; Multiple Dataset; Functional Assignment; NCBI Taxonomy;
D O I
10.1186/1471-2105-12-S1-S21
中图分类号
Q5 [生物化学];
学科分类号
070307 [化学生物学];
摘要
Background: Metagenomics is the study of microbial organisms using sequencing applied directly to environmental samples. Technological advances in next-generation sequencing methods are fueling a rapid increase in the number and scope of metagenome projects. While metagenomics provides information on the gene content, metatranscriptomics aims at understanding gene expression patterns in microbial communities. The initial computational analysis of a metagenome or metatranscriptome addresses three questions: (1) Who is out there? (2) What are they doing? and (3) How do different datasets compare? There is a need for new computational tools to answer these questions. In 2007, the program MEGAN (MEtaGenome ANalyzer) was released, as a standalone interactive tool for analyzing the taxonomic content of a single metagenome dataset. The program has subsequently been extended to support comparative analyses of multiple datasets. Results: The focus of this paper is to report on new features of MEGAN that allow the functional analysis of multiple metagenomes (and metatranscriptomes) based on the SEED hierarchy and KEGG pathways. We have compared our results with the MG-RAST service for different datasets. Conclusions: The MEGAN program now allows the interactive analysis and comparison of the taxonomical and functional content of multiple datasets. As a stand-alone tool, MEGAN provides an alternative to web portals for scientists that have concerns about uploading their unpublished data to a website.
引用
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页数:8
相关论文
共 18 条
[1]
BASIC LOCAL ALIGNMENT SEARCH TOOL [J].
ALTSCHUL, SF ;
GISH, W ;
MILLER, W ;
MYERS, EW ;
LIPMAN, DJ .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 215 (03) :403-410
[2]
GenBank [J].
Benson, DA ;
Karsch-Mizrachi, I ;
Lipman, DJ ;
Ostell, J ;
Wheeler, DL .
NUCLEIC ACIDS RESEARCH, 2005, 33 :D34-D38
[3]
Signature, a web server for taxonomic characterization of sequence samples using signature genes [J].
Dutilh, Bas E. ;
He, Ying ;
Hekkelman, Maarten L. ;
Huynen, Martijn A. .
NUCLEIC ACIDS RESEARCH, 2008, 36 :W470-W474
[4]
Detection of Large Numbers of Novel Sequences in the Metatranscriptomes of Complex Marine Microbial Communities [J].
Gilbert, Jack A. ;
Field, Dawn ;
Huang, Ying ;
Edwards, Rob ;
Li, Weizhong ;
Gilna, Paul ;
Joint, Ian .
PLOS ONE, 2008, 3 (08)
[5]
MEGAN analysis of metagenomic data [J].
Huson, Daniel H. ;
Auch, Alexander F. ;
Qi, Ji ;
Schuster, Stephan C. .
GENOME RESEARCH, 2007, 17 (03) :377-386
[6]
KEGG: Kyoto Encyclopedia of Genes and Genomes [J].
Kanehisa, M ;
Goto, S .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :27-30
[7]
Phylogenetic classification of short environmental DNA fragments [J].
Krause, Lutz ;
Diaz, Naryttza N. ;
Goesmann, Alexander ;
Kelley, Scott ;
Nattkemper, Tim W. ;
Rohwer, Forest ;
Edwards, Robert A. ;
Stoye, Jens .
NUCLEIC ACIDS RESEARCH, 2008, 36 (07) :2230-2239
[8]
UniFrac - An online tool for comparing microbial community diversity in a phylogenetic context [J].
Lozupone, Catherine ;
Hamady, Micah ;
Knight, Rob .
BMC BIOINFORMATICS, 2006, 7 (1)
[9]
IMG/M: a data management and analysis system for metagenomes [J].
Markowitz, Victor M. ;
Ivanova, Natalia N. ;
Szeto, Ernest ;
Palaniappan, Krishna ;
Chu, Ken ;
Dalevi, Daniel ;
Chen, I-Min A. ;
Grechkin, Yuri ;
Dubchak, Inna ;
Anderson, Iain ;
Lykidis, Athanasios ;
Mavromatis, Konstantinos ;
Hugenholtz, Philip ;
Kyrpides, Nikos C. .
NUCLEIC ACIDS RESEARCH, 2008, 36 :D534-D538
[10]
The integrated microbial genomes (IMG) system [J].
Markowitz, Victor M. ;
Korzeniewski, Frank ;
Palaniappan, Krishna ;
Szeto, Ernest ;
Werner, Greg ;
Padki, Anu ;
Zhao, Xueling ;
Dubchak, Inna ;
Hugenholtz, Philip ;
Anderson, Iain ;
Lykidis, Athanasios ;
Mavromatis, Konstantinos ;
Ivanova, Natalia ;
Kyrpides, Nikos C. .
NUCLEIC ACIDS RESEARCH, 2006, 34 :D344-D348